{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 均值回归_Mean Reverting Strategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.family'] = 'serif'\n",
    "import warnings; warnings.simplefilter('ignore')       #忽略警告信息；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tushare as ts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 策略思想\n",
    "\n",
    "均值回归策略应用了股市投资中经典的高抛低吸思想，该类型策略一般在震荡市中表现优异；\n",
    "但是在单边趋势行情中一般表现糟糕，往往会大幅跑输市场；"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 数据准备 & 回测准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "本接口即将停止更新，请尽快使用Pro版接口：https://tushare.pro/document/2\n"
     ]
    }
   ],
   "source": [
    "data = ts.get_k_data('601688', '2016-08-19', '2020-08-19')[['date','close']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.set_index('date', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x121f04e50>"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['close'].plot(figsize = (10,8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 策略开发思路"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['returns'] = np.log(data['close'] / data['close'].shift(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "SMA = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['SMA'] = data['close'].rolling(SMA).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>returns</th>\n",
       "      <th>SMA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2020-08-12</td>\n",
       "      <td>20.70</td>\n",
       "      <td>0.002418</td>\n",
       "      <td>20.4354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2020-08-13</td>\n",
       "      <td>20.63</td>\n",
       "      <td>-0.003387</td>\n",
       "      <td>20.4902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2020-08-14</td>\n",
       "      <td>20.92</td>\n",
       "      <td>0.013959</td>\n",
       "      <td>20.5530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2020-08-17</td>\n",
       "      <td>21.72</td>\n",
       "      <td>0.037528</td>\n",
       "      <td>20.6326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2020-08-18</td>\n",
       "      <td>21.51</td>\n",
       "      <td>-0.009716</td>\n",
       "      <td>20.7048</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            close   returns      SMA\n",
       "date                                \n",
       "2020-08-12  20.70  0.002418  20.4354\n",
       "2020-08-13  20.63 -0.003387  20.4902\n",
       "2020-08-14  20.92  0.013959  20.5530\n",
       "2020-08-17  21.72  0.037528  20.6326\n",
       "2020-08-18  21.51 -0.009716  20.7048"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "threshold = 2.2 #阈值；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['distance'] = data['close'] - data['SMA']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x121f1bd10>"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['distance'].dropna().plot(figsize=(10, 6), legend=True)\n",
    "plt.axhline(threshold, color='r')\n",
    "plt.axhline(-threshold, color='r')\n",
    "plt.axhline(0, color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['position'] = np.where(data['distance'] > threshold, -1, np.nan)           #核心精髓；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['position'] = np.where(data['distance'] < -threshold, 1, data['position'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['position'] = np.where(data['distance'] *\n",
    "            data['distance'].shift(1) < 0, 0, data['position'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['position'] = data['position'].ffill().fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x121e24410>"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['position'].ix[SMA:].plot(ylim=[-1.1, 1.1], figsize=(10, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 计算策略年化收益并可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['strategy'] = data['position'].shift(1) * data['returns']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x121e1aa90>"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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r1xMREZEESaUWDh0VvgMUj47LpbocZAXuIszv4Jwm4IddvYaIiIj0gJQsfA+ryXKyWqf8Eg46P36Xits7iYiISHJKqY7vMfpk+TxmWzQSCobE71JxeycRERFJTilV+B5jWR1nP7ptQ3cvFdd3ExERkeSTSjVZ7RW+Ry8K3d1LxfXdREREJPnYvtSuyQpmsuL7b6AgS0REJNX5valTk+UEUrHuLoxer7CbFGSJiIikupTs+K7pQhEREUm0lCp8j9XxPRBwqfBdRERE4iqlOr47zUjDa7ICLRwUZImIiEhc+VOp8D0NsDRdKCIiIj0glVo4gMlY+TVdKCIiIomWStOFYLJ2MTNZauEgIiIi8ZRKhe8QCLJi1WSphYOIiIjEUyotEA3m76pldURERCThPI2Qmdvbo+g5raYLvaHjcZRCYauIiIi04veBtwky83t7JD0nLd3UYXnd8M6vwJVljsc5k6UgS0REJJV5Gsw2M693x9GTXIGarGX/hI/uCx1XCwcRERGJm1QMspzpwvDid8sF6VnxvUxc301ERESSSzDISrHpQl9L5PRgdiFYVnwvE9d3ExERkeTiqTfblMpkZUQWvgNkFcb9MqrJEhERSWUpOV3ognVvwIDRoWPZ8Q+ylMkSERFJZak4XegKZLIWPBA6lj0g7pdRkCUiIpLKWlIxkxVjIi8B04UKskRERFKVbcNrN5j9VAqyYtF0oYiIiMRNQxU0VJj9jBQKsqKL3gGyi+J+GQVZIiIiqcpdG9pPpUxW+LqFjsY9cb+MgiwREZFU5a4z2wPOgIzs3h1LTwpvQurUYhUMiftl1MJBREQkVTlB1pFX9u44epo/LJM1dBr876+hZFzcL6MgS0REJFU5QVZWCrVvgMjpwqwCGHxgQi6j6UIREZFU4GuBjx8Eryd0LBhkxf/Ouj4tfLowb1DCLqMgS0REJBUs/hu8OQs+vs88bmmGN39m9rMKem9cvSF8ujBXQZaIiIh0h9dttrU7zHbR49BYZfZTLsgKa+GgTJaIiIh0S2au2XoaoLkG3rgx9Fx6Ct1ZCJE1WQlcTkhBloiISCpwMlmeelj+bORzltXz4+lN4ZmsBPYH63KQZVnWEMuyHrEs67M2ni+2LOsZy7JutizrCcuyLu/6MEVERKRbPPWBbQPs3dSrQ+l1PRRkdaeFw7HAS8D0Np6fCey0bfsOy7KKgZ2WZT1q27a/G9cUERGRrnAHgqzmGti7GQZOgO++mJBO532eE2RNPgvGn5Swy3Q5yLJt+znLsk5o55RyYFpgvxRYogBLRESkFzz1Ldix2OzvWg71lVC6PxSNMH9SjRNknfNnSM9M2GUSWZP1NyDTsqwHgbnAg22daFnWTMuyFlqWtbCysjKBQxIREUkxDVWw/i1oCPx+9XmgZgsUj+nVYfWqQQeYbYIL/hPZ8f03wCLbtu+yLCsHWGdZ1iLbtldGn2jb9lxMIMaMGTPsBI5JREQktVSuDe0PnAC715v9AaN7Zzx9wfdegfKVCS/4j2uQZVlWHpBr23YlMBJYBmDbdpNlWTVAVjyvJyIiIu1oroHHTw89zg7r7F6cwkFWfpn5k2BdDrIsyzoeuBAYalnWLcBvge8BU4ErgFuB2y3LGgGUAc/btv15t0csIiIinbP7i8jHFWtC+6mcyeoh3Sl8fx94P+rwA2HPrwbO7er7i4iISDfVbDfbbz0OL1wJ086HhY+ZY6lck9VDElmTJSIiIr2pNhBkjfkKzNoGaS448Buw8l+QM6B3x5YC1PFdRESkt9k2PHEmrHwxvu9bs83cQZdbAq50U+g99jj42u/iex2JSZksERGR3lZfDhvfN38OrOn4/PXz4OWrwe9r/7zmGigclnrL5vQRCrJERER6k9cNfwncAejqZGPMTR+YwGz6BR2fO/7Ero9NukVBloiISE/77FHY/BF881H48h3Y86U5npnfudc3VEL+EDjzj4kbo3SbarJERER62qvXw4rnwO+Hta+Hjvs8pj6rI/UVkF+auPFJXCjIEhER6Ul7N4X2G3fDujfNQsWn3g6eemja2/F7NFRAnoKsvk5BloiISE+xbfj8ydDjL/4D9bvggNNh8IHm2I5O9O2ur4S8xHcsl+5RkCUiItJTPnsEPvht6PGG98x2xGEw4nCwXLDurfbfw7YDNVnKZPV1CrJERER6ymePmO2Iw8x2ywITWBWNhKx8GHc8fPpnKF/V9nvUbAV/CxSNSPx4pVsUZImIiPSUmu1w5A/gO8+bx9WbTbCUHmjdcMovzbZ8Zdvvse0zsx0+I3HjlLhQkCUiItITvB7w1EFOCWQVmj8AJWND55SMM9uarW2/z5ZPID0nVMMlfZaCLBERkZ7QtMdsc4tNB3YnoCqdGDonMw9yikNrDkbz+2D1v2HcCeDKSORoJQ4UZImIiPSExt1mmzvQbP1es3XqsxyFI2DXitjvUb4S6nbClG8kZowSVwqyREREekJjIJOVU2K2Q6eZ7fBDIs8rGg5bF8Cql2K8R5XZDhiVmDFKXCnIEhER6QnB6cJAkHX63XDRK6FpQ8epd5jtjiWmjitcMFArTtw4JW60dqGIiKSO6i2w5O9g+3v+2juXma0zXZiZB2OPa33eoP1M4PXhvebPT9ZDfqDxqNMNXkFWUlCQJSIi/ZfPCz63CWgAFj0e2Qy0pw0Y1bnlcIrHwJ4NZn/nMtjwLhz6PWiqNseyByRqhBJHCrJERKT/+tdlsPIFmF1jHnsaIKsIZm3p3XF1xJUV2l//lmlQuuZVs/xOZn6or5b0aarJEhGR/mvlC2br95ltSxNkZPfeeDrr5Nvgq782GavPHjbH9m4004WaKkwaCrJERKT/89SbrbcZ0pMgyCqbBEdeYZbZCa8fq1oLOZoqTBYKskREpH/xNMDWTyOPuQNBVksTZOT0/Ji66uyHIh9vX9S5mi7pE1STJSIi/cuCB+Gd2+Ebj4SOJVsmy5GZG9ofdTQUDIYTb+698cg+UZAlIiL9S2OgzcG820LHyldC6QHJl8kCEyzu2QAn3NjbI5F9pCBLRET6F3et2Yav//fcxTDkIJPJyszvnXF11UHf6u0RSBepJktERPqXhqrYx7cugJbm5MtkSdJSkCUiIv1LQ0Vov3hsaH/rJ+BtSq6aLElqCrJERKR/aagM7Y85JrS/Z2Mgk5Xb+jUiCaAgS0RE+g+/H+orzfI1AKOPDT1Xt9NkspKhGan0Cyp8FxGR/uOdX5pA6phrYddymHhG6Lm6XWDbmi6UHqMgS0RE+ofdX8KHvzP7B38H0gPr/337Wfhinln/D1T4Lj1G04UiItI/1O002/OfCgVYAPufCiNmhB4rkyU9REGWiIj0D07rhuLRrZ8rHBbaVyZLekiXpwstyxoC3A5Ms237sDbOuQgYGPgzzbbtr3X1eiIiIu1qDARZuYNaPzd0emg/u6hnxiMprzs1WccCLwHTYz1pWdaxwGjbtn8ZeHxQN64lIiLSvobdZps7sPVzWWFd3g84vWfGIymvy9OFtm0/B9S1c8p3gDTLsq6xLOtOwNXVa4mISJwsewZmF5k77fqT6i3w3p1mPz0z9jmXvAnnPQm5JT03Lklpiby7cDSQadv2bMuySoDPLcs62LbtvdEnWpY1E5gJMGrUqAQOSUQkxS163Gyr1kPBkF4dSlz9a2bH54w6MvHjEAmTyML3WuATANu29wC7gGmxTrRte65t2zNs255RWlqawCGJiKQ42zZby+rdccTb7i/NdsjU3h2HSJi4BlmWZeVZluVESW8D4wLH04AhwIZ4Xk9ERPZVIMiinwVZnno4/Ptw2Tu9PRKRoC4HWZZlHQ9cCAy1LOsWy7JygO8Bvwqc8jiQaVnWLcADwGzbtrd0b7giItIttj9y2x/4vNDSaGqt2qrHEukFXa7Jsm37feD9qMMPhD3vAa7r6vuLiEgCONOFPnfvjiOePPVmm1XQu+MQiaJmpCIiqcTJYHn7YZCVmd/+eSI9TGsXioikkv4UZO1YbDJzTgd3ZbKkj1GQJSKSUgLThf0hyJp7gtleOs9sFWRJH6PpQhGRVBLMZDX37jjiqbnGbDVdKH2MgiwRkVRiJ3kmq2I1vH93ZMf68hVmq0yW9DGaLhQRSSlOkJWkmaz598CK5yA9K3Rs3m1mm6VMlvQtymSJiKSSZM9kOcFhY1Xr5zKVyZK+RZksEZFE2rvZTG2NOqJrr/d6YOfS7jcPzcyFwVNCwVWyZrJaGs22dofZDtwPdn9h9nMG9M6YRNqgIEtEJJH+cJDZzq7p2us/vg/e/mV8xnLmfeCuM/vJmsnyOEHWTrMddEAoyEpz9c6YRNqgIEtEJFGqvgjt23brRZmbqjvOvlSth7wyOOehro+jpRH++R3491WhY0mbyWow29rtZlu6P6x9tffGI9IOBVkiIolSvTm0766F7KLQ480fw1++Cuf/DSZ9ve33qNkGJeNgv5PiO7aFj8Kpt5tpxGTiZLJqtprtoAMCT/SzBa+lX1Dhu4hIojRUhvYbd0c+V7nabP9za/vvUbMVikZ0fyyuGAsnf/ZI99+3pzk1WX6v6Ys15ljzOB7/RiJxpiBLRCRR6stD+417Ip9r2mu2noa2X+/3Q812GDCy+2O5alHrY9GBXzJwMlkAk840/zan3Qnffan3xiTSBgVZIiKJUl8R2m+oiv1cfTncPcHcRRitoRL8LVA4vPtjGTCq9bGqdd1/357WEhaUOn+no34IA8f3znhE2qEgS0QkUdqbLgzPcjVUwKoYmRinF1TeoPiO6+olMPksqFgV3/dNNK/HTBM64v3vIhJnCrJERBKlviJUmB0dZNWVRz7etcxs3fWwZ4PZd4K03DgFExmBIveCoaZn1t5N7U9X9jUtUWPNK+2dcYh0koIsEZFEqd0BgyZAWoZZ+mX9vNBzdTsjFzRuaTLb5y+FPx5ssjYNcc5kXfqWuaMwIxvKJpljlWvi8949IbweCxRkSZ+nIEtEJBFs27RfGDAKcgeaju1PnWuea2k27R2GTgud79w1t+E9s61aB3s3mv14ZbKGTIWjA72yyiabbcXq+Lx3ojXXQHN15DEFWdLHqU+WiEgiNO0101tFI1r3oqpaZ4KuKefC5v+aY860XeFw2PMlLPk7LHjAHMstif/4nACluYud6HuSbcOcGIX7ifh3EYkjZbJERBJhyVNmWzQislgbQgXnY441y+0MnR7KZDkd4MO7mCdiuRhXhtn6YtzV2Jf4ffBEWLPWopFw8etw2OUmQyjShynIEhFJhLduMduikSZQCLf2dRMglATaDmTkhuqNmgJTYns3JXZ8TnNSX0tir7Mv6nbBSz+K7ClWXwGbPgg9PmEWjD4azrin9TJFIn2MgiwRkXhrrjXb7CIYclBkILPhfVjzCkz9FrgCFRuZuaFMVvRdiNeuSMwY01yA1beCrBeugMV/heXPhY55myLPGX10z45JpBsUZImIxJuzePEZ95pAyvaHnlv+DFguOOGm0LGMQJDl87Yu7u5oAenucGX2relCp3XFhndDx5y7Lvc7BW6phJKxPT8ukS5SkCUiEm81gSDLWU/v28+EnqvdYZaCySkOHcvMM9OFTgf2YYeEnsvIS9w4XZmt68V6k7vObMPveGxpNtvDZ0J6jPUXRfow3V0oIsmruRbWv9W65qm3bfnIbJ3lcEYcCuf8GV74vgnAMqLuNszIMXcifngvZBXBYZfCS5+b59IS+FnYld53Mlm2De7ANGt4TZYzjZqR3fNjEukmBVkikrw+uAf++4feHkVs2QOgYEjosbNftRZGRdUVOYXvDZVQNhFGHNYzY+yN6cKmvfCnY+H8J2H4oaHjLU0mq5aRC+4aUyu2aznsXGqejw5MRZKAgiwRSU4f/NYEWONOMLVPfU1uSahNAkDZgaH9zKgpwMw8U+DtrjPF8uHBWSKlZZg6sH2x4E+w+hX4xlwo6sLC1Vs+gdpt8O6d8J3nQ8edqcLisVCxEqq3wMMnhp7PyNn3a4n0MgVZIpKcNn9stsffBAPH9+5YOiO/FPLKzGLQ0UGWk6VpqILCYZBV2DNjcmXseybrg3vN3+HTuXDKL/b9mulZZut1Rx53pgpLAkHWO7+KfF5BliQhFb6LSHJqaTLTbsO2lNQAACAASURBVKOP6u2RdF5pYLHo8DULIRR01VdAZkHP9X/qynShHah/++LtLl7UNpuWqNYMTtuL4jFmu/KFyOfTFWRJ8lGQJSLJqXF38i2rUjjMbKOX2ckOtGnwNoUCrvOfgoteSex4XBn7fnehu95sWxrbP68tTnDVKpMVWN6nZFzo2MHfCe0rkyVJSEGWiCSnxt3Jt6xKfpnZRhdxhweLTpA16Wsw9rjEjmdfpwu9HvAFgiNvc9eu6XS2j24y6tRklU4MHZv4tdC+Ct8lCSnIEpHkY9vJGWQ5vbHCm5NC5N8jeioxkdIy9q3ju6c+tN/VIMvJgLnrTRG8M03YUGW2A0aGgqsxYUFm+E0EIkmiy0GWZVlDLMt6xLKszzo473jLsryWZU3p6rVERCI015jaoGQLspwAKnqqLSLISmDz0WiuzH0LspxsU/aAUJPQfeVMF9bvgsdOhTduMkHzwsfMWo6Fw+G8J+HGTZAVFnBqnUJJQt3JZB0LvAS0+ZVvWVYZcD6wrRvXERGJ5Kzvl3RBViCA8jREHu+1IGsfpwudICuvtGuZrNUvw7ZPI49Vb4E5o6F8BRxztVlTMc0V2RFfJEl1uYWDbdvPWZZ1QlvPW5aVBtwJ/BQ4vavXEZE4qd4KHz8Ap94eWpg4WTm3+2f3UKuDeCmdZLaDoxL74YXwPR1k+bswXZhXCrvXmyxY9DRe9RZTuxXNXQv//E7r4zuXhv4/J53Z+bGIJIFE/qS9CXjYtu29VgdpXsuyZgIzAUaNGpXAIYmksJevhi/fgclnJVfbg1icqapku+NsxKHwgwUw6IC2z8kq6LnxdHW6MC+QefM2RwZZ696Ev5+3b2NwAqzjb4x9t+jJs6Hqi317T5E+IiFBlmVZ2cAUwG9Z1olAEXCpZVmv2LbdqrmKbdtzgbkAM2bMsBMxJpGU59wy35lb78tXmo7cPbV4cMFQ07W9s+v0OXemJWPvpLJJsY+PPhY2f9iz02Rp+7h2Yfh0IZhgNzworFpvtmfeD+kx1hrc8B4s+Vvs9558duzjx17X+fGJ9DFxDbIsy8oDcm3brgS+HXb8CuBR27ZXxPN6IrIPrEAA01DZ8bmrX4E1r8DQaYkdE0DjXlj3Bhz3Y3NnWWcEM1n9aNHg774IWz6G4TN67pr7mskKny6E1nVZ9eXgyjL9rWLNYAye3HaQlWz1dSKd0OUgy7Ks44ELgaGWZd0C/Bb4HjAVuCJwTgZwIyaTNdOyrIds217V3UGLSBc4QVbdro7Pbag0GZXvz0/smABWvgjPXhSaNuqMZM5ktcWVAWO/0sPX7CDIsm0TSDnTsk4j0tyw6cJwDZWmF1hbJSIDJ7R9rWRrLCvSCd0pfH8feD/q8ANR57QAtwf+iEhvcqYJ68s7PrehMpStSLTsIrNt3ocgy2kD0J8yWb3BlR678N3vN7285t8N78+Bn+0wBfnO11BbQVZ9eajhaizpmaH9qz6HFc/Du3eYDwDqgyX9UJLfYiQinVZfYbadymRV9WCQFbhDsLmm868JBlnqAt4tba1d+NipsGcjNAYahDZUhoIsKy20gHV4r6xlz5obK8Ye3/41v/WEqfUbOD4UkKUpwJL+SUGWSKpwOmrv3dT2OfUV8OzFpjZo0tfaPi+esgKZrH2aLgz8co9VXC2d11bH921RPaYbd5uFm1uaICMvlEEMz2R9Otdsna+zthwYVuDuTPeqJ5b0U1pWRyQVeBqgJdAAs2q9qbWJ5YN7zR1utq8XpgvDMllPfB1e+mHbr0nWFg59jauTy+o07jFbT4Pp6ZUeI8gqHm22Z97X+euXjDXbr97V+deIJBEFWSL9TXMN/GEabFkQOubcUTh0Onjq2q7L2rUstJ87KHFjDBdrunDjfFjcxl1oYArfLZfqeLrLmS6MDroLhkY+djrstzSZwDZWkNW4B4YdYnqBddbIw83yOVO+sc9DF0kGCrJE+pvqLWZK8Mt3zePGPbAzEDyNDSy4+/5vYr/WyVgAlO6fsCFGSM8yv7T3qSarWfVY8eDKAGzw+yKPZ0V10g8GWY1mutAJssJrspr2dO0OQU0VSj+mIEukv2mqNtuqtWb74JHwzIVm/8BzTLZh9cuxX9tcHdofOj1xY4yWVbjvLRx0Z2H3OZnA6DsM7aigKyLIyglN0/7rMvjw94Fz9kCO2jCIhFOQJdLfOIFS5TqzDZ8azB8M+58GDRWx15dr2hvaLx6buDFGyy4KZbL8/tjnNFTB7i/Nfktz/+qR1Vucu/qi7zCMrtNyitk9jaYmq2BI6Ll5t5lt0171uhKJorsLRfobJ5O1+wvwRS2LkzsICoeZ/bqd5peilRa4Pb/J1NjMuBQOOr/zS9zEQ3ZhqE+WU6APJjuSWwLv/Rreu9McK5sMJeOUyYoHV6BvVfTXSfhySgNGhwL3lkYzvRdeC5dTbIIyd62m/kSiKJMl0t84vxB9brNWnGO/k01g4gRZWz6Gu0bAi1eax04Wa8hUGHVEjw0XiMxkOV3FAX4z1tSWOQEWQMUq2P652jfEg6sTmay80rAAuLH1HZ15ZSagh/YbkYqkIAVZIv1NU1hd1VPnmu2pt8N3njf7hcPN9r9/NFvnLkQnyOqNbER4TZanPvK5itWtz6/bocL3eGgzyPLA+P+BC54zWcbg/01guhBgwCizzS2BRY+brNjEHuqtJpIkFGSJ9DfN1a2zPPmDQ/sDRpk7xCpWmsdFI8y2N4Os7CKoWgePngruusjnyleG9vf/qsmcgOkYLt3jTBf6Y0wXlk6CCaeYADgikxUIsi5+A9LSzTTzhvdMp3dlskQiKMgS6W+aqk2fo6N+FDoW/ssvMw9O+UXosddtts5yO71RvOz0ytr6CTx8YuRz4d3HswrhW4+bhZRP/FmPDa/fam+60BUo2c0uNF8bzTWRQVbRcJh8FtRsg8o1pueViERQkCXS39SXmwV8T7sjdGxkVI3V4ZfD1YtNZshZB3Ddm+YW/NKJPTdWh9P1PRanFQVAVj6MOQYuejmUgZOuc+4u3LMRZhfBtkXmsb8llOXKKjQNbOeMMsFYeMCeVRBa33DYIT03bpEkoSBLpD/x+2DHEhg6zTz+2u/h/KdiLz9TMs4EY04ma+P7MOHU3uminlnQufPSdEN0XDmB1LrXzXbRY+ZryPaHArDoAHjghNB+Vtj/W3hbBxEB1MJBpH+pXGuyDiMOM49nXNz++enZpm2DbZuGk0XDEz/GWHzuzp3X1pqL0jXOlGD43YTOvvNcZl7kawbtF9oPD45zB8Z/fCJJTpkskf5k13KzHdbJbu1OkOWuM8XOvdXnyBPojTUirK7np1+Gpi6z2plOlK5zMlnesCDX6f7uZLLcUXd7Dhgd2g/PZKkRqUgrCrJEkllLE3zyZ7O0yfp5pn7JckFJJ++8S88yQVZv3lkIcMhFMOQgOOOe0LG8QaFu9aOODBxUJiuunCDLWTYHwjJZgefSA9tjr4P/exrSXKFzwwOr9KzEjVMkSWm6UCSZffE2vH6D2U/PhuIxUDI29IuxIxk5JoPlLJvSW0FW0XC44oPQQsXONNSIw2H9m7D/qWabO6h3xtdfOTVuDZVmW7Mdlj1j9p3pwiN/YDJWh14cGWABlB7QM+MUSVIKskSSWdMesz36avjoj+ZW+n1pCOlkH96ebba9vSxKmgvO/5vpOg9w7sOwdxMMnmqW/5l+Qa8Or99xslX1FWa74V3zB0LThelZcNhlsV8/SEGWSHs0XSiSzJzu7qOOCh079fbOv95pWrpxvtn2dpAFMOnrJiMH5s62odPMOoozLtGUVLw5d5I6bRginutENjRTXfdF2qNMlkgya64xNVjDDg4dKxnb+ddHd4bPUfFySmmvXUdnW3lc8d/YLUJEREGWSFJrrjHZnoIhcPhMmPLNfXt9qyCrD2SypOe0l63qbE+yIVPiMxaRfkjThSLJrLnaBFmWBaffDaOO6Pg14cKn32a+3/mCeekf0sKyVcdeB5fOCz3ujaa0Iv2MgiyRZNZcAzkDuv768GmeIQd1fzySXMIDqYETQmtIQudqskSkXQqyRJJZU3X76/51JDyTlaYfByknPMgaNMGsU+jQEkYi3aafqiLJrLkGsruRyXKUjOv+e0jyCc9WDRgdlcnSdKFIdynIEklWXjfUbO3ewrzFgTsRT70jPmOS5BJek5VXChm5sZ8TkS5RPlgkWW36EFoaYfz/dP09ikfDbdWmcF5ST/gUcfR0sTJZIt2mTJZIstr8kemRNea47r2PAiwJYztfT92p9RMRQEGWSHJq3ANrXjW1VOq6LXF0VcZtnOS+m63W0N4eikjSU5Alkoye+hZUrjYLK4t0kW3bALziOzJ47JXlFXxpD2dvo6e3hiWScP9ZVc5Fj32a8OuoJksk2fj9sH2h2S9QtkG6zuu3mdD8FACn++2ImeMWn7+XRiWSeJc/aX6Gur0+stJdCbuOMlkiyaZqndke+A3dFSjd4vH6AQuwqGpw0+jxhT1n99q4RBItw2U+URxwyxuU1zYn7DpdDrIsyxpiWdYjlmV91sbz37Ms6yHLsn5qWdY/LMs6uuvDFJGguh1me9hlkDewd8ciSc0EWcbWPY3UNXuDj5XJkv4s0xUKfz7btCdh1+nOdOGxwEvA9DaeHw5ca9t2s2VZRwCPAFO7cT0RAVP0DpA3qHfHIUnPExZIfVnRQEF2qG2DgizpzzLT02gIZG5rmloSdp0uZ7Js234OqGvn+Tts23ZycGlAfVevJSJhGqrMNldBlnRPeCbri8p6tu1tDD5WkCX9WWZ6KPypqHUn7DoJL3y3LMsCrgGub+ecmcBMgFGjRiV6SCLJrbEKrLTuLQwtQmQma+78DcydvyH4uMWnmizpv8KDrK1hHy7iLaGF74EA627gcdu2P27rPNu259q2PcO27RmlpaWJHJJI8muogpxiSEvcHTGSGsIzWdE6m8l6ZuFW5q0qj9eQRHpEeE3WzupmXlm2g9318c9oxTXIsiwrz7Ks0sC+C/gD8LJt229YlnVuPK8lkrIaqzRVKHHhBFKF2a0nNTobZN3w3DIuC9wOL5Iswts2fLxhNz/6+2L+8Pb6uF+nO3cXHg9cCAy1LOsWy7JygO8BvwqccjdwNvALy7LeA37fvaGKCAANu1X0LnHhZLIGF2a3fq4T04UVdYm79V0kkcKnCx0+f/ynyLtT+P6+bduX2rY93Lbt223bbrJt+wHbtq8IPH+9bdujbNs+IfBnZPyGLZLCGqsgV60bpPuig6xvHjqCBbNOAqAl8NziLXsZc9OrrN1Vhzcqu7VyR20PjjakpqmFTzcm7rZ76f+cPlnhqhNwl6GakYokm4YqZbIkLtyBoKmsIAuANAsKc8zUoTNd+Fag3uq038/ngJ+/EVyKB2DbnlDBcCKyAG256h+LOe/PH1PXnLhb76V/i3VjR2VdH6/JEpEE8/ugaa9qsiQunGxVblaoPiU9zfxacIKs4txQ7yyf36aqPrSmYW1Y89LqHlzrcN0u0z0okZ26pX9r8fkZUpjNT087IHisSkGWSMfeXVvBy0t39PYwEqNxD2ArkyVx4bRwyAjcaWXboWkUpyYr+g7EdeWh9oi1YdMr4cFXouUHCvV31ijIkq7xeP0cPGoApflZwWPKZIl04I0VO7n4L59x1T8W4+/B6Yse07jbbFWTJXHgBFDHTTBB+1nTh2NZFhkuK5jJiu6GvXZXWJAVNl23s6Yp0cMNystSkCXd0+Lzk+FKIysjFAbVub3ttjXpCgVZ0m/4/DZ3vLY6+LiqIXFdfHtNY6DbuzJZEgdOIDVxSCGb5pzBsYFgK8OVFixyr25sITsjjYW3nExmehrlYXcU1jZ5GVyYhSvNYuGmvT027rxMM725S0GWdJHH6yczPY0zpg7l5tMnBacNm72+Dl65bxRkSb/x3y+q2LqniXMOHg700x/ANdvNNk9Ne6X7nE/tGa7IXwUZrrRgYXBNUwujS/IYlJ9FflY6DW5Th/XfL6p4dflOhg3IYerwIuavr+yxcTvB4ZKt1fj9Nhc++gnvrq3osetL8vP4bDJcaaS70rj8K+MoyjG1h80eBVkiMX28YTfpaRbfPsIszbSjOkFB1qp/w54Nkcc8DeDtgczZutdNgFU6MfHXkn7PHQiyonsGZbjSePyjTXz9vg+paWoJ/gLKy3LR4Da/hC545BPA1HGdNX0Yy7bV8MmG3T0y7rpAwf07ayr4ZOMePlhfxWVPqCGqdJ7H6yMr7Os+O8NkR5tbNF0oEtPCTXuYMryIcYPyANiViBqRzR/DMxfCHw8GT9h6V3cOg7+cHv/rRds4HyacqiV1JC6cwvesqCArM1D8vnx7DdWNLRQ6QVZmKJPlKK9t5puHjgBg8dbqRA8ZgHq3l+EDcgBYEAjserKFhCS/Fp8d0SsrxwmyNF0oEsnnt/H5bVbvrOOgEUWU5GWS4bLYlYiV1Rc8GNpf94bZ7t1kttsT/Ena6zaF78VjE3sdSRktXhOYtJouDAu61lfUMSDXyWSl0+DxRtxUsqu2mYLsDHIyXAm5BT6WereXMYNygZ4L7KR/8fj8ERnc7EABfJOmC0UiPfT+l4z/2WvUu72MG5SHZVkU52bGv2+PpwHWvwUzLoW8Mljzqjm+2Vn7vHUH4biqDyzCWzA4sdeRlOHx+XClWbjSIr92w4Muvw2lgWaleVnp1Lt9EcXvlxxjgv6B+ZlUJWCB3Wi2bVPf7GVsIGM9f12oFiw6yyYSi/PBPPzrPDRdqCBLJMKqnaGlPcYEfvAW52ayp8EEWbZt85Nnl/LOmvKI160vr2NjVUPnL1SzDbzNMPpoGHEY7FpujrsD13dltP3aeKgLjD9/SGKvIynD4/WT6Wr9ayC8qzuEOsLnZ7locHupD9RE/f786dxyxiQABuVn9UivLLfXj9dvM7Qop9Vzzve8SHucGycyY9VkqYWDSKT0sE/hzqfb4rwMqhtND58FG/bw3KJt/PzFlRGvO+V38znxnvc6f6HmQDCVXQSDJ8PuL8wUnqfeHPcleImP+l1mq0yWxIlzG3u06GDJyWTlZqbT6PbSFPi0n5eVjmWZ779B+Vms2VUb90xANOf9nRoagBu/am4Ecb7nRdrj1CJmuhI/XZge13cT6QUerx9XmsXMr4xjZLGp0yjOzWR9hQl+Xlpi2h6MHpgb8/WNHi+5mZ34VnDXmG1WIZRNAtsHO5eaaUQAbGhphozsrv9lmqph8V/BF+MT+fbPzVaZLIkTj8+OGWRFNyB1umLnZ6VT7/bSGPhFlJsZCnR8fj9V9R7O/dNH3PWNqRw0YkBCxuzcERneRHLGmGIA9vbg0j6SvDwx7qp1Mlnb9jZSUddMWUE3fo6HUZAlSc/j9TNxSEHw0yxAcV4mO6qb+NN7X/L859uAyF8cTroYYOnWGo4a34kO6k4mK6sAxp4AOSXw7h1QOinsnGrICARB1Vvgv3+Ewy41QVlnrP43vHVL288XjVIjUombtqYLi3IyIr5fygrNL5y8LBcNHl/w035OWJA1fWQx766tZOWOWs68/7+8+5MTGD4gJ2YQ190xg8lCPPDtQ/DZdnB9RQVZ0hlONjQ7PfT162RGb391Nbe/upqlt50abF3SHQqyJOl5fP5Wt6CX5GbS6PHx6zfWAGZKsSLszqfw/U4vB+LUXmUXQt5AmHg6fPEOFI0MndNUDQWBIOvdO2HpP8Cy4PS7O3mNwJIlP1lvpiWjpaWrfYPETfQdVo551x+Pjc0/PtnK7+atY3BhqPDd57eDwUx4JuuHJ45n3upylm83Gd8T73mPy44dyy1fmxzXMYf39jrjoKEAwYJ7TRdKZzi9sMKzodkZkT9Xp/3iLT792UnBDxgAdc0t3PfOF1x/yv6tzm+LarIk6blbWv+iKM7LDO7/4f9N58oTxlNV7+ajL6q4+C+fMm9VqAh+d2eLdYOZrEKzzSuFuh1mes/x8jWwZ6PZr95itiv+BS/+ILKvVltaAufkFEN6Vus/CrAkjlrayGSVFmRRVpDN1Sftx9rbvxqcTs8PrBnoLKSbmxH6nJ7uSgsGY45EtFdwB/oYZYVlIQbkKJMlnRfMZIUFStkZrb8PXli8PeLx/e9+wdz5G3hu0bbgsW172/+5riBLkp7b5yczPTL4+PpBQzlyXAmz/nciZ00fzpCibGwbvvvYp7y7tpLb/h0qgu/0befuWsCCzHzzODds2i6zADLyYOsC+Ph+c6x2h9k2VsGSp2DrJx1fw9NoslWJvlNRBJPJykhvu/WIZVkRwUxhtvm63FVrWjiETxcCwaV4HEMK41PXEs6ZLgzPXqe70ijITufP72/gH59uifs1pX9xAvWIICu99QfY8AXQIbTSgD9w9+1HX1Rx7K/fbfdaCrIk6cWqKykrzObpmUfx/ePHAzChrAAAr99mZIm59XtUSS5lBZ287XzHYph/N2BDWuBa4esH5pbADRtgv1NM/yyvxwRZk88OneOupUMtTSZYE+kBbdVktaUoUPvkrAsaHWQdPrYEgP873Cxttb6ijp+/uCKudxzGKloGGD4gh6YWH7P+tTxu15L+yZkuzA77GkpLs4JfUz88cTwFWenBGzwczqLp6YHfATs7sT6ugixJeh6vL2JuPZZJQwuC+//+4bHM+cZUHr1oBkOLsjuXyfrnd1sfywsrlnfXmbsKD78c6nbCHw4CnxtGHQnn/NmcU9+JBWxbGiCjdf8fkURoq4VDW5xC4B1OkBVVl3LF8eN567qvcNc3pnLSxDLWldfz1wWbWRrHaUN3jEwWwIMXHBLcj+7z5Zjz+houfPQTLcGT4mJNF4bLz8ogJ9MV0c7Btu3gB3InE+bxddxTS0GWJD23109WB5/GC7JD02/FeZn8v8NHMWFwAQPzs9jdEBZkeT1QvhJ2rQj92fAe1MSYggifLnSyVBNOheN+YgItMEXxU78FVlqoY3t7WpogM3arCZF488SYam+PU/u0q6aJrPS0Vp3iXWkW+w82H2iyw7Jcm3bvQ9PfDrSVyRpXms9tXzdF9rtjNCVtcHt56P0v+WB9FW+u3BW38Ujycfq8RWdinS/n/Ox0cjNdEZms219dzTtrzAfl2iYzbdiZGy10d6Ekvc5+Gn/lqmMj7oYCM2X40ZdV1DS2kJvlYs0T1zJ161MxXm3BuY9Aflgj0PBWCv7Ach6WBSf9HA75Lmz7LLSYc15p5zJZnkbIiB1kLd1azUtLdvDzr00KNoAU6Q4zXdj5ryUnk1Ve6w62TWiLO2yK8Mbnl3PwqOJgANYdoUWtWweHIwJ98rbvbWJQfmQR/qeb9gT3OypWlv4tNF0Y+TVUmJ1Bc4ubgqx0cjJD04Ven59HP9wYPK8uUKtV3eTpcLpdQZYkvbZuQ482ZXjrlgjnzRjJ4x9t4h+fbSE9zWLypsXsKRhLydd+GXli/mAYdUTksaIRMPN9mHt8qBjeUTza/Am+vqyTmay2g6zv/eVT9ja2cNX/7Bdx96RIV3X2e8cR3jeoowa+t339QE6cWMbNL6wATJFwPIIsZ6om1ridestvP7yAz245max0F640i2c+28rirXuD5znLAklqCk0XRn4NDcjNoKLOTX6WyWQ1tZivk+i6XacgvqaxJbh4elsUZEnS83hb98nqrMnDCvn2sF2UznuQXXYJR6evYlXuVymZfGbn3mDYdDj3URhyUPvnDTkIVjwPezdHBl/RWhrbrMlKD3xiKq9rVpAlcdHi27fC93RXWrDre/RUS7SRJblccMRo3C1+fvnKKuJVBtXWdCHAAYML+MEJ43nwvS+55cUVvLJsJ/+68mhueH4ZAMW5GXj9NnVaSDqlOUFWVlRNlvMhIjvDRW6mi/rA14lzN63ztf/Mwm18//jxVHciyFJNliS9fS3ejTYr4++c6/qQH6b/G4Bt9j52VJ/6TSjdv/1zjvqRWVx680ftn9fSCJmx7y50ehTt6sQdLSKd0ZXvnbws84tp4pDOZaUuOnoM0Hqpnq6K1cLBYVkWN3x1IkMKs/nX59vxeP089UmonnJ8aT4FWenBW/ElNTk3T0RnsoYNMB9wW/x+cjJM4fvc+V9y43MmSH965pHBcx+ev4HqJg8Dctr/wKsgS5Kaz2/j9dtkurrYpHPnUgrKF8JJt8EpvwKgsjkB3xZOF/imve2f52k7k+X8cquo7WRfL5EOeLx+MvYhkwVw4ZGjmT5yAD897YBOne9KsyjITo9bkOVuJ5PlGBW2TukzC7cG9w8ZXUx+drqmC1Ncc4sPy6JVFvcXZx7IVf+zH8ftNyhY+H7na2tYW25W4hhcmB3MXGWmp7G3oSXY1qQtCrIkqXliLBbbpm0LoXxV5LHFT0F6Dsy4GI68kleHXcUf60+K/y3e2QPMHYZNe9o/r6WpzZospwbGSV2LdFdXMlk/+p8JvPjDYxg9sPP93KLXQuwOd9jahW0ZXRL6Hgr/Xj5z2rDglE88PLtwK5c8/llc3kt6TnOLj+x0V6sbiAbkZvLjUw8g3ZUWUfjuGJiXyWtXH0depouNVQ1sqKpnXGn73wcKsiSpeTrxAzfokZPgT0dFHtu7EUoPMMvYuDLwH/EDyt0ZLNsW5+VA0tJMoNVRJquloc3pQmdR6y8r6+M7NklZ+1r43lXxDLLamy50DCkyneZPOCDUMPj+bx/MlOFFFGRnBO8O6w7btvnpc8t4Z01F3P5u0jOaW/wd1hTmZrpo8oSC8UxXGmlpFsMG5DB1RBEfrK+ixWczZViMNWbDKMiSpOb2tX2nUYTGsAxS9RZ45w7YssDc8RfWluGY/Uw91icbO8g4dUVOceQ4oi38CzTXRHaSD+NMccxbVR7RJE+kK2zbNkHWPk4XdsWA3PhmsjJdae22MTlvxkiuO3l/HvrOocFjh48x3ejzs9O7XfheUdvMmff/N/h4656+2xLipSXbI9oPiJPJav/rPjfTRUPYz9mzpg8L7h8y1hmwuwAAIABJREFUqji4H+uu9XAKsoDy2mYue2Jhn/5GkdjcLe3UZ/i84A98k+xcEjr++6kw/zfw9AWwZxPkh4KakrxMBuZlsmpHLe+trWizc3SX5Ja0PV24dxO8cq3Zn3xWq6dXbK+hwe2lIDudBo+P9RV18RuXpCSv38a2O5kF7qainAyq47R4c2fuJh5Zkss1J0+I6Ojt3JFbkJXOngYP/m6UBLyweDvLt9dwRGAZob7cd+uap5fwq1dWRfws8/vtfV7qaHe9O+aHuxXba4JZ9mTR7PW32e3d4dxoBHDq5MH86uwpwcdXnzSB/1z3FeZeeChjB2m6sEPX/XMJ81aXM291J/oYSZ8SakwY9aW8awXMGRUKXKrWm21B4NNIdpFZuNldE9lgFBhRnMO/l+7ge3/5jEWbO5je2xc5JW1PF1YHinP3/18YNCHiqffWVvC1+z5kR00z+5WZflyVdSp+l+5prxVCvI0emMfGqgYWbe5+htjj8+3TmG8+fRKThhYGC/wz09Oobmxhzhtr2nzNr99Yw0tLtrf5/H9WlXPgsELmfncGAFuS4AP60m01/O4/63hr5S7mvLGGiT9/Y5+CoxPveY9pv3grIjjdvLuBr933IXe91va/ZV/U5Om4BckZBw0N7v/fEaMiF5POcDFhcAGnHjikw2spyCJUSNyZxR6lb3E+WUWvocYX/zH1TZ8/Cc9cBOUrwJUJl7wOx98IZ/8pdG5UkBX+zbRie038BptbAjXboWE3LH8Olvw99FztDrM99VetXrZ0a2gMzqemCgVZ0k1OG4OOftnEw5UnjMdvw8df7u72e+1rsf7lXxnH69ccF3z89Wnmg9bDH2xocwrzT+99yTVPL4n5XJPHx5Kt1Rw3oZSinAwKstLZUd33f3ec/cB/+cPb67n3P+uYO38DAKt2dGLR+oDaZi8en59314ZWrnB+Dn26qfv/rz2pwe1rtfpHtBHFuXwv0H5kaKDGrytSMsjy+vw88sGGYLq0KvCFsrEqfutrSc9oCNRWhKd2zRNVof1VL5pgq2AoFI+BE38GI8O6t0fVQIX/4F29M47TcgeeYzJZd4+D5y+FF68MPVcb+NRcOKzVyxaGffofE7ijS20cpCvmrSrnir8uwrZtPgssM3PQiAEJv25B4PvTyZ51R73bS1709/s+OGxMCX+5+DBsG9aX7/v399Jt1Xj9NoePNXU5pYVZVNT13SBrWFSA4A3LRC3ch0y9s67fPz4NtcTYXZ+cP4caW3wdrlgAcNvXJ/Pq1ccycUhhl6+VkkHWc4u2cfurq3l4vgm0agOf6P6zqjz4g0eSQ0Pg7o+8zDSoC5vubaiColFw9WIYcbg5Vjg89HzuwND+4AMj3vPOb0zlzGnDOHxMSbA/Slzsfxpc8GzkMV8goKvdbu4+jLqzcNHmPXywvoozDhrKtw4dwelTh1Ccm0Flfd/9oS5912VPLuSNlbuoqHPzwfpK8rPSmTKs679AOsuyLDLT03DHoXanpqklYnmfrnA+rGza3XqaL7x2KdZ0mpPdnj7SBFllBVl9+kOPx+fn7LCi7S8qQncnd3b61u31BTv2L9iwO9gWw8lkxbN0tSc0ur0dZrLAfN0e2MHdgx3pcpBlWdYQy7IesSwrZpMQy7LSLMuaY1nWLZZlPWxZ1pGxzusNzhdGvdsbrG05ZfJgSguyuOTxz4JrY0nfV+82/1ejF94Ov90fmgKtFxqrIG8glIwLFZI3hqW0w+9MGhTZrf2QUcX88f8OZlxpXsyC1qVbq9nbEFnE2+ki2v1OgutWhh5XB7pR1+40mbYon282f587zp7C3d+axn5lBZT28R/q0vcdcefbPLNwG0eMLQku15RoWa604I0q3VHb5KUwu3srwo0ozsGVZrEpxuxFc9gYX166o9XzW/Y0UpidTkmgkL6sILtPT9/Xu72UFWbz+jXHcckxYwGYMryQM6cN47Xlu7jlxeX8+Jml7b9HIBExbeQA6t3e4I035YFSm3hkKHtSo6dzmax46M5VjgVeAqa38fx5QKFt2zdZllUCLLAsa5Jt2+1HMF437Enw7aZ7NzHSKiezzsWiJXsYaZVzyeTBVI/J487XV1O5eS0jimN33ZY+Zu8Oxlg7GbDsUfO4cg2MOhIaKkO1Vgd/B966GcafGPnak241jT/buBV8ZEkuVfUemjy+YN3K0q3VnPXAfxmUn8WHN54YrN86as7bHDq6mAcvODTme0UoGgGXvAmPnQa7v4SB4800Ynh2LWB7dRP5WekRn9zLCrKpTNI0vfSeu15b3erY5B7IYjky09OCN6p0R01TC+M7aADZkQxXGiOKc9i0u3WQ1RjWG+kXL6/i5MmDKcwOff9t2dMY0VG+rMBMF9q23W5bid7g89s0t/jJzXQxaWghYwP/bsOKcjhsbAn/XrqDvy0wH/R+e960Nt/Had56/P6lLN1azaLNe5k4pJDywIe9vhxkxtLo6VwmKx66HGTZtv2cZVkntHPKGcBbgXP3WJbVDBwILGv3jStWwR/bitvi42rg6ixgtflzdhbwinnuf7OAvyb08hJHZwJnZoUdCAZZu6EsMA2YMwBu2AhZUWutHffjdt/bCbS37W1kwmDz2vvf/QKAqno3b67cxVnTh7OxqoHyWjevLd/V+YEPGGW2NYH6huZqk3WLsm1vE8MH5ET88C4ryOKTjaoflM7z+23+HCh2Dvd/h4/qsTFkpqfFJeNR29xCYTenC8FMGcYKspoCtboXHTWaJz7ezKMfbOS6U0LZ7i17GjlgcOhnSWlBFs0tfu55ay1XnrBf6/rQXuSUUzhj8gaC3IH5WZw3YwQvL9nBp4ESmfAPk9GcmyQOHFbIgNwMbn5hBeMG5QczgTVNLfj8Nq60vhVktqXR4yM3q48HWZ1QBoQXtNQGjrViWdZMYCbA8KFlbD3+TkYWx15apLt217u56401raZ3fnXWFBpbfNz12mr+3+Gjgo3rpPf4/DZ7Gj2U5me1ec6bK3fx5spd3H3513H9/VtQscYUCDRUmulCR+6+/3+OCHwNbg0EWTVNLby7poLLjxvLa8t38cqynZw1fTifBRqX7tPPl7wywDLNUMFMc2a3LkDeXt3E8KisamlBFpV17j75yVn6pjW7WtcWXnzMmOCCuD0hKw5Blt9vUxuHmiyAMQNz+Xzz3lbfR84dyzPGlLC9upm/LtjM+YeNZNiAHPx+m217mjhlUuiOZGd5oQfe/ZIGt4/ZZ0bWePamxkA5hTM15jRbPv+wkWSlu/jbZUfwrYc+Yum2GirqmmMulfSrV1YFm5kWZKeTk+GimhYefO8LVu0M3Z1Y29QS7EXWl/n8Nm6vn9yMvj9d2JEKIDx1UBg41opt23OBuQBZQyfYd26fzp9OPJTmFh9evx23Twa2bXPorNeAUkYPzGVzWNHjbw8/HZfXz79eeYMxBftz+PQJbb+R9IjvzF3Axxt289rVx8Wc1lixvYbvL/8Q2J97xx4LQ6fD1gUmwPK5oWhkt64/JjAlsLHKfJ3srGnC67eZPrKYyjo3CzaY4Ko2sERH2r4EPK50yBsEdYHsV3O1ybgF1Da3UJidwfa9jcwYXRzx0tKCLDw+P7VN3g4XJxWBUB+nV646lmv/uYQvKurJ66GaFEc8MlkNHi9+m4jpu64aMyiPOreXPQ0eBoZ9kHPWq8vNdHHYmGLmrS7n6DnvsOTWU2hu8ePx+RkZtjbiUeNDH+bmr6vs9ri6Y/PuBmzb/N0gNM3nLC6//+ACNs05I3h+ZnoaPz71AL772Kf/v73zDm+rOv/452h675XlxI6zQ6bJIDtAAqSMQgmjQNmjFAq0bMpuS9mFQtlQNvwYZRUCCRBCEjLJIMPZzvSK7Xgv6fz+uEOSLduyLc+cz/PkiXR1l3V0733PO74v+wor/RpZ3mrxkU47D/9mFBe+vJKaOjcVNS6OGxjPsp2HOdJNjCwjHBzeQZ6soGY8CiHChRBGPfwXwGR9eRwQAmxqbFtvIvWkxjOeWcrIexYE7fyM0vz0hHAW3jTDRztFCEGI3UpChJPdBeWUV9fx7Pc7lKxDJ1FSVcvyXVqi+odr9/t89vWmHP717XZeX77Hd6OBs+HgOq0RNGhyDW0gLtxBTJjdrMY5UqH9fqJD7YzsE01OSRX5pdWU67PFOrdsmYp0RAqU5UFdDdRWmJ6s5TsPM+rer/luax4lVXUkR/l68pKitJLsrlw2ruhaGDl8SZFOU5SzLTIIraGtOVkut6TY6xpsK0aFoXGP35lfxp6CcjNcGOqw0t8r92rP4QrTWE31MrKiQ+2mcGV2YUWnJoFf+PJKZj76val/9cDnmwGaNKiT9PvLBS+vMMOJ3nh/1xEhNqYNSqRvbKhZiW94x2Y++j2F5cFR9W8val1u04juCH04aFt14QzgQqCXXkEYClwMGGqK7wOlQoh7gEeAi5pNetc5WFyF2y1NF3ewWpscKK4E4Oa5Q7BbLX7l8KcPTuDjnw9w/GOLefirLB5dkBWUYytaRpY+9kJo0hoGUkqufGMNj369raEA6dB5gIQFt2vvY/q36RyEEGQkRrDTMLJ0Iz0mzM543bv06tLdZt4DeLxaoFXcLNtZ4JNI60N4PGz7ErZ8qr0PjWHJ9nzOe/EnAC55TSvcTYr01bkxwqfdLdlU0Xnkl1YjhDZxMIoJO2omb+Cwtt6TVVxRwzH3LmDaw98BBCUny/COG10djn9sMTMf/d5H4Dg1zvOMyD5c7tfIAnjm/HE8dvZoXG7Jvk5qsVNT5zbP76lF26lzuVmse9aaaiHTK9oTMi700/rI29A0HCBhDituqYWAvfv4bc0JXNy0o/l5bxGD7vySfy7Sun90lCe31UaWlHKxlPIyKWUfKeWDUspKKeUzUsqr9c/dUspbpZT36ev9FMh+I502ftxRwDN6gjFAYXkNVbWuNjfFPVCkGVlGjovxw/Pu1P7bidqD2VCB/z4rr8U9nhRtZ4se6796xkD2FlaYCZZPf+v5XTRoZZE8HEb+RusDCJ7k8jYwKDmCLTklVNe5TCMrOtTO2NRYZg9N4rMNB82kUICiCo+R9fcvt3D+iyt48YdGqmXL9Oj55zdp/4fEsMyPInZipK8na2CSduP/7UsrWLhZtYJSNE9+aTXx4Q5sVosZ1u6K4cKqWhdf/XLIx6NSXl3HmPu/MT0Qg5MjmDYooc3nkxwVwqCkCH7cUeAzkT+se2PCHDYfA2Pj/iP8+f80qQN/uWzpeuXeRS+v5OUfd/P+qn0N1mlPcrw6lny1KYcXlmiFDgkRTjIHxDa2GdGhdq6fnQH4b9dlJEHcetJQ4vVwYKj+2xnWK4r4CE+IsKg8OE3Ag01eaRW/fnYZAB+s1iIjXd6T1V4Yf/hj32wzl321KYcznlnKuAe+4b8/N95PqjkO6p4s7wtk471zeOHCTPP9+P6xrL9nDlfNSOeR34yivMZlzgYUHce6fcXEhzs4J1PLq/phuzYG/7fGc+P6Lktbdox3F/RfPaHpYg07DRxtL544aWQvSqvqWLAp1zSyjFn0wMRw9hVW8uEaTzjz4a+2kqcb6Nt0IdNP1h/g0QVZDYUNT/6H9n+13jYnNMbMP/QuvKhvZCVFhpjrGTdShaIp8kurSdA9oKaR1dGeLJu1WTHSm95fx9VvruW91d6q4r7elUfPHh20UOfUQQms3F3Ije95WugYhlSYw0q408Zbl08kxG7h8w2HABibGuO3rY9RgXyguJIHPt/MLR82XUgfbAxNv5d/pz3PHv5Ki8I8f+H4ZpshTx+sORoKyhp6ssqq65h3TC+umTnQLBAI15/TaQnhPuFE4xnb1dhf5DkvI4+1o6pAu5yRlRQZwph+Wm6KMXh3fvwLW3NKqax18XATTT2b40BxJU6bxbTGASJD7A0umOhQO7efPIwzxvYhJszO5xsOmQq3iuBjtDkq8NJ+Wr2niMwBsQxICKd/fBiLs/Ipq65jX2ElMwZ7PI/nTUjls+umenYWEgXzX4dzgqPDMS0jgUinjTV7CimprEUIT4sQw/ipcWm91GwWwZe/5JheWMNzuiu/nH99t4PVe+q1sEibDpP/oL22OiFxCBU1ddgsgveu8mj3JkU2rK5863KtLVBXz4FQdC5SSm79YAMLt+Sav1ejCrbDc7ICCBf+vFcT3/2/1Z6JixGCnzUkkW//NCOobYCmZiRQXefmv+s00VFv/S3DMJmSkcDUjAQzuvHUuWP97ivCaWPz/XOxWz0FMIZ+liHa2Z4YhsTgZF+pmmG9Iv2t7oNhgBf48WSVVdc1MEgMjamYMLuvkXWkaxpZhniz3SpMb11yVOv7EbaELmdkCQHn69otD/9mFKA91F6/dAKXTU2juJGGnoFwsLiqgeZQU9itFk4Ylsxn6w9y4csrWn1cRdN8tPYAD36xhecX7wQ0FeG9hRUcq3tzpg9KZNHWPH77kjYGs7zCu7edNLRdz81iEaTGh/HGT9k89e0OpNSWgW+uVGKEk1V3nsDk9Hg+XX+QkqpaDhZXmc1ooRGDaMSvIXWy1rg6JtVsXCqEMD10cX4qdkb3i+HPcwazI6/M9JwpFPXZVVBueoXS9RxUQ8vI0UFK7waahIMW8tuZX9Yg11ZKaXqtvAuOjAq5K6alk54YEdRzmpjuKwD86R+m0kePdHh7+rwNu6ZkL8IcNr66YTr3njocgDV7ivjz/21g4t8WsddPC59gckgPF3obD29fPjEgZfME3QAv8CNyXF7tIqKewr7hmIgNc/h4yfYVdlEjSy8SykjyGJy9Y45SIwvgN+P7suy22cwdkcKy22az/p45TB+cSGSIjYoal98KiEDY70dzqDnOPVYLVy3bebhllWOKgFm0VcsrMnIuDI+PYWQZnqv1+7RZ7tRBCUwblMArF2d2iIRBalwY/obeO4xXUqWVL99y0hCKKmoZde/X1LjcTBgQy+uXar0Tc/wZQ30z4dKvoI+mFF9R42l+++ZlE/nvtVMabXtyyjFaRdNHbQihK3o2P273NEofk6oZCsYks6NvZ0Z14dacEo5/bDHPLfYNdZdW11HjcpMQ4eBIZS1HKmu57LVV3PnxRkCLOgQbbw/NghumE+608ckfpvD0eWN9jJPjdJmGMIe1WcHNgYkRnD+xP06bhRW7C83q6J0FZU1u11byy6qIDfONzGQkB2aUhjushNgtDXKy3G7ptyF3TZ3244nR77//vXYKk9PjycrtmonvuSVVWC2CtAQthSQ2zN5hbXW6pJFlsQhzttA7JtT0HBjaKMbMJlCklEgpOVBUSe/olhlZmQPi+OuvRwJ+Eq0VQaGkUhvP7MMVPP51Fte+vZZQu9Ws/vHWoQFtpvbGZROZPTS5wb7aA+/E9lgvo87bTW6sMzY1lpd/l8lg/eY2vHc00wYl4LBZAgoZlNe4TFd8dJjdDJ37Iz0xggHxYWbD2s5g+c7DfLr+IN9uzWWfuj66FFJKPvDKFzS8Mafp3lXv1jAdgREuNEI3i7f5yiYaoSrjPK9/52cWbc1jZ77m1YpsY7/CxjD6+RnV5gkRTh8PNGjPgdcvncBrl0wIaJ8Om4Ux/WJ8eh8eKm5fj3NeSbU58fv12D4ATQo5eyOEICrE3uDZWqEXfUXWN7J0R4dxDxzTL4apgxLYV1hp5q52JXJLqkmKdBIdqkUFOlKEt+vo/weAcZGVVNYRExa46NkVr68mt6SagrLqFnuywJNYvTWnxBR5UwQPQ5fmxx0F/LhDm3nPG9XLR8/nlYszufQ1Tf+qo9tWXH/8IGpdbp757Tgf13hGUgQZSRE+Xe0Bjh+WzOyhSVTXuc31U6JCfKp/GqPCz6yxKRIjnQ0SgzsSQ24CICrExoZ753bauSh82ZFXxsYDR7hr3jDG9Y9loB5q++3EVM4c16fDZvIGRnWhWw8TGvpyBkZV36i+0Xy7NY/F2/KxWoSZD1s/ZBUs7po3jD/NGew3md2b6V65oIEwJSOBFXo3CNDEjNuT/LJqM4Xh0bNH8/czj2lRRwiHzUJ1vZw5ozF0/e/eCPt6P4eNSfHPe4uYOcRvc5dOI69UM7KiQrW/o706yvijS3qyGsOo6vLWIgqEhVvy2HjgCGEOq49cQ6AYA3IogIekouXUl+ZITwznwTNG+iyLD/fMyDq6lcyEtDjeu2oyCRFOHwMvxG5l4U0ziAyxcfPcIT7bGOK2Bn1jQ1m7t6hxzSwdb09WIMSHO/3mUXQEr/zoK01RUtUyD7OifflJf8DPGZ7io2UkhOhwAws8RpbxOymv5zUxPFmZ/T2VtY97NS1uL0+WxSLapQhg9lCPoWGzCFOnsb3w9mRZLaLZisL6+Gt7ZOSR1v/ujfXCve5Vk9PjiQ938Mby7Bafe3uTV1JFUlSIed4d2Ri9WxlZxkCXtvBmHmq3Eh/uYMkts1pVmRIdasdmEX41RBRtp6K2jl+P7UOCrrdy5bT0BjcIf8nfXYWN987l2lkZTa5zxbR09hdV8t3WpuVAtO7wgd/w4yMcpgego/nr/7Z0ynEVTVNRU8eqPYWs2l1ISlQI/eI6LjTSFEZOVokeTtpVUM7MR77jjZ+0h/JXm3IQQmtCfM+pw5mSEc/JI3uZ2zttHSs50VZG9I7iutkZXD41jbGpMQ083sFESql7sgILD/rDabNSXeeZ8FbVurjvM61Jy/Be/o0Sb+9fiN3KjMGJfvtkdja5JVUkRzlNw35EBxpZ3SpcaORktcST5XJLKmtdXDk93ac/VUuwWATxEY5O8xj0dIzu75pxUeM3Xu4teNcdGa3nVuU30wqnotpFWHzgD5OECCdFFTXUudyNJsi3FyE2C2eM7cNbK/aay+77bBP3nNp1GuQeTSzakktZdR1PfLONPYcriA93MLpfTJdpIu6wWqh1Sd730sDac7iCj9fu5y///QWA62dnEBvu4JIpaVyi50p1V4QQ/GmO5uF+bvFOHvpyK1tzShiaEvwHfFl1HTV17jZNRuuHCz9ae8AMd9bvjvL4/DG8tmwPI3pH+yyPCrVT2sJIU3tTXeeiqKKWpMgQzj22H/1iwzo0nNmtPFmGkdUST1ZJZXB6XSVEOP0KtSlaz/+t3sd17/xMSVUdYXYrKdFaPoG/G0VnhDeCSUyoHYugWa9TeU1di5S4EyIcSOmrNN8RVNa4KK9x0TsmlEFJngqmL3TBRkXHc9l/VvPHd9exR5cKOFxe46NY3tkYoacN+30LNdbq2lgA18xs2iPcXTlrXF9iwuxc/87PQWsT543R0zG2BbnK9XHWM7J+OaiN03WzMxoY6gMSwrn3tBENKi0jnDbKquuC+jeuyS5sU59Wjy6Wk6SoEK47flCzFaLBpFsZWUa4sNhPf6XGOBJUI0t5soJFdZ2Lmz/YwGfrD1JT5ybUYeWJc8Zw1Yx0hjXimr71pKG8rYtwdjcsFkFsWPOhvYpqF2EtUOI2RAQ7QuzQm8Pl2rWQGOHk3Ssn8e6Vk7j4uAFU1rja5SGiaB3++rN2Fr87rn+T9+H/XT/Nb6uTlXccz8KbZrTnqbU7iZFO7po3nG25Zaz0SoYPFt59VVuLd9sjKSVr9hQxJSPe9MYFQmSIDbf0yPE0hVHQUFZdx0dr93PnxxsbeMGq61yc9e/lzH9uecDnIKX0McoMkdakDhIfrU+3MrJiwuz0jQ3l2615za+sE1Qjq7QaKSXLdx5WD5I2YpRxG4Q6rPSJCeX2k4c1Osu4ZuZAjstoe8+yziIu3EFhI97QWpebM55ZSml1nSkaGQhDdYO0vnegvThSWUtBWbVZ0Rgf4SA+wsmk9Hj6xYVRWl1nzqoVHYeU0q+4aFcysjKSIvnqhmmNft63kdyxpKgQMpKCK0LaGZw8MgWgXYysIt3x0JKq+/poOVmakfV9Vj5ZuaU+OXGBYFQhNiez9NOuwwy843/c+sEGRt6zgJveX89bK/aydIend+uqPYUMuesrANM7GwjLdx5mwl8X8fzinTz2dRbnvqBVQI+sF9rsKLqVkSWE4KxxfVm28zBHAriRu9zSY2S1UbSyT2woB49U8fu31nLeiz/xWQeERf76xWZOeHwx2YfLm1+5m1G/x1VYCythuiNx4Q7TA1SfbbmlrNPFVk8b0yfgfQ6IDyM+3MHq7ODfuP3xu1dWkvngQrbrSbzeeY6pcVpoKruwgrLqOtWKqoX8Z9keZj/6fav6vx2prDW1i0AT1nzwjJEcN7BrTUp6eekU3nPqcLM3KXjSQXoq4U4bTpulxTqPzVFWXcdlurxNbBuec067xUx8/9/GQ8SE2Tnn2H7NbOVLpJnS0/Tz+eO1moCyd49KwKcC81m9PZnBf5btCeie8tMuzVD7+5dbefpbbR+XTBnQoAdsR9GtjCyAcf21UuT1+4sbXae6zkV+aTUD7/gf//5ea9XSVk/WWF0t+ctfcgDILmh/w+fFJbvZkdc+7uXOpr76eXfPuQqEhAiPptXB4kof8U7Dpf3SRZkt+q0KITguI4HvtuZRVdu0i/7LjYcYcNsXbaqSNQxBo4mudzXTiN5RCAEvLtnFyHsW8OjXWa0+Tk+lzuXmnwu3+015uOfTTewqKGfzwcBVs6WUvPDDTvPBYjAkJZILJvXv0NyTQPng6sm8d+UkLpmSxvgB2v3c2YxGVU8hMsRGaSNGlpSSv3+5hVV7Arvf17rcrNxdyNwnfvCIg7bFyNLFYvcVVvB/a/YzKS3e1CoMFEO0tLm8aSPfy+CscX2JCrH5OBQOFlcR4bRx5rg+JEQ4uefTTSzckut3f1JK3G5NdHzpTt9r4cWLMrn7V8Nb9HcEk273yzZKSS96ZSXzn1vOCq+by+6Cci58eQVD7vqK83WRxOW7DmO1iDaVtgKM6xfr8z7Ys5H6eOd/7emRnixfI8tfLkZPY0hKJLsKyjn2rws57qFvmfbwd+ZnRjNpYxLREs4e35eiilqWeLVQ8cfLuq7V5kPNP8R/OXCEWz5Y30DNcQ+9AAAgAElEQVTXK8Urr2FsaoxPJWjvmFCmD0o0k98XbvZ/QzyaWbAplycWbmtggHrrExW1IOd0R14Zf/vfVq5+cy0Ab18xkc33d21B2MwBcWbPQKMh8y3t3IO0qxDhtJkCnzV1bor0HM2aOjc3vreO5xfv4vL/rA5oX68vz2b+88t9vD8xoW0IF9q1xPcnvtkGaILQLSUQmaU12UVsOlhi3ksmpmldVRIinby+PJs12VpbtYNHKjlrXB8enz+GRX/ScvJWN2KA3vHxL6Tf8T+ufnMNa7KLuHyqpzJ1WK/ITq2w7XZGVmKk05ydrdxTyLkv/mTO4F9asst80Gz30iQ5f0Jqm2LVoM0Qnjl/nPk+O0jNPr37IUopWbFL65G4zUtrZNPBkh6VA+ZyS77ZnEO8VxVhSwQ4uyu/nzmQa2YO9PEkGe7v/UWVhDmsrXL3G3k3Rc0k1RvXjWHQNcW7q/by/ur9PP71Np/l3kbX5VPTG2w3Ic0jJNlS0eCjAaNAof7l7N0NoCU5bd9neXTX4sMdjOkX0628wuNSY1lz1wlcNrV7yzUESkSIzZygn/nvpRz714VIKXl16W7+u05rwdOcR9rA8Co/ec4Yc1lzqvVN4bRZqalzs6ugnMnp8Q1aCwWCkZO1sYlWX99n5WERmio9wAnDkgmxWzl7vBaafPOnbMqq6yitqqOXPomLDrUzvn8sb63Yy7F/Xcgz9UKJP+/VDLMFm3JJSwjntpOHmj1v+3RgCx1/dDsjC2DtX07k3GP70Ss6BCm1QQNNOj85yukT5//znMH8JUiuwnmjejFLV4zfdOhIkw2j12QXccsH6xso6IIW7776jTU8uXAbQ+/+ip35mkH49eZcznnhJ15ZupslenuZwckRfJ+Vz8c9qAnwLweOsHZvMTecONj0TPYgG7JRbFYLt540lG9unG4uMwyeA8UV9I4JbdWMyzBQm1OTN0IKu/KbF0U0HvRr9ZtXVk4pt3+00UfVPSW6oXfYW7Qwt6RaGVr1MDzU9VtD7S/2TNoKA/RkPfD5Zh9B2LMz+3UrAwu0cHdr9Qu7I+EOG0UVNfzr2+38cqCEOrdk08ESnlq0nfSEcKZmJFBd5w5IuDQrp4TjhyZxxtg+PPvbcT7em9ag6WS5yD5cTnpi6womjJysRxZkUetq+OxbtCWXp7/dQb+4MKYOSuCL66dyqX7e18wcyNnj+7JwSy7f6cVtvaI9nvNrZgykokZLBXpkQZbPpLKgrIa0hHCSo5xcM3MgNquFFy4az9q/nNjpOnHd0siKDrXz0FmjWHLLLCwCfjmghT8Ol1WTkRTBH08YZK578ZS0Nln39Xn1kgn889wx7Cus5Iftjat3P7lwG++v3m+GaLx5d9U+vtqUw5MLt1NT52b1nkLcbsnnepjlwS+28O/vdxLptHHfaVp7mWX14szdmSzdSzctI4FnfzuOKRnxrQqTdVcGJUfy4TXHAbA9T/suCstrTMX7lmI8WCuamQHvK9QMum1N3MAra1w89nWWWa24LbcMKSVzn/yBd1bu9Vk32U9J9NBekYAnN2NXfs8LdbeF3XouZ/0WRN7eRSNf68THF3PNm2sa3deK3do9IVQvGpmYHtfouoquQWSIjZ/3FvOol4f4iW+2UV7j4rkLx/PEOWNw2ixc+cbqJqWKyqvr2JVfzpAU7Xo75Zhe3NVGZ4LTZqGq1k1RRW2r9dW872GGd3bzwRLTO3eZHgo18k5H9I72yRucmB5PaVUd173zM4CPcOsJw5N57oLx5rk9sVD7Dl1uSWF5NaeO6sWKO05gvu5kcdqsXaJTSLc0sgxsVguxYQ4zh+FweQ3x4U6fvJHwdghDnTQyBbtVmGq4heU17C/yDR8aicyfenVhBy0kuGF/MTMGJ/KXXw3HIrRw4IS/LeSz9Qc5aUSKWYp9ydQ0Jg+MZ8bgRH5pwv3aVXG7pd8Q1tacUkLtVlLjwhiQEM5bl0/qEhdDRzJAv1EYye9FFbWtFhIMsVsQwrcH5HdZeT4tMsqr60wvys/ZRY1W6Ty8QKvI2aufV1l1XaPl00YzWm96RYfywdWTeefKSQDt2kqku+F2S1bt0TyD9R+ghn5a39hQCstrkFKyPa/MLLTxR2WNi3nH9OKqGVrYdmy/lrcMU3QsRo/EmDA7/zp/LACLtubRRxf1TYx0cue8YezKL+frJnIaP1y7nzq35PhhwVMu95YASUtonWSG02Y1tQz/9e0OPlizn1OeWsJtH27wWa+skZyt0X09Mgv3nDrcNCINThqZwuKbZ3HCsGSWbC/g3k83Mea+r3FLSOik6sHm6NZGFkBsuMfIKiitJj7CgcXLMm4PV6HTZmVwciTr9xVTUlXLRa+sYOo/vjPDNYXlNewuKCc2zM6WQyXc+6nW/+m3L/1E2u3/o7iilpNHpnDZ1DTG9Ivh9eXZFJTVYLcKHps/mqwHT2LrAydxo+6RG5cay9acUi56ZSWX/2c1sx/9nleX7jbztHJLqvy6ZjubV5buZuwD35jhXIOs3BIGJ0f4jNPRRly4A4fVwiE9R6eovKbVeYNCCELtVlMAMPtwOZe8uop39HY3h8uqTa/HCcOSKK2u49WlDT2sgE9l02/G9wXg47X7fda5dtZArpjWuIc4c0AcQ1IisVvFUWtkfbM5lzOfXepjzP5y8Ihp6NZPbi+uqMVhtdA7JpS80uqAmgmXV7sId1q5bvYg1t89p815p4r2p7xau0b/NGcIvxrV2+wrOXNIovmsumBif6JCbHy2/qDflJSi8hoeXZDFsQNifRp/txWn3XM9G9X0raFvrDaBfG/1PrMK+ZP1B31yzR45e5TfbdMTNUPTZhFNJt4PTo5gd0E5ry3bY1ZrJnbRsHO3N7LiwhwUlteQW1JFeY3LVMCen9mXmXr+VHswsnc0y3YeJvPBhWa48vR/LWXuEz/wx3c1V+e9p41gVN9oXlu2h+U7D5tCa0YcHeDqGQPNfX5y7VTCnTaE0DqoGxfdVTPSuXnuEH7eW8TCLbnsKijnvs828/7qfVTWuJj4t0Vm76+uxBcbtfDnnR//4jNzz8opbTBDOdoQQpASHULOkSqklBRX1hIX3vry6zCHlUr9JmY8oJfrlbenPv0jl+o6OpdOTSM5ysmzurRJfXKOeJLyr56RTt/YUF7XG/ganDWuL3fOazo0Ybda6B8fzvf1PGpHC9e9s5a1e4vNyuD80mozRDQ0JbJBcvuRyhqiw+wMTAzn573FvL7c8503VvRSXl1HuNOG1SLarAOo6BiM3qWG4PAJw5IBuGBSf3Mdi0Uwvn8sS7YX8MHa/T4eaoANB45QUlXHjScMDqoTwWjAHRNmN5+jrSEluqGHW0q45xPN2fD0eWMZ399/aNtqESy5ZRbr7pnj11Nu4E+ctqtWqHd7Iys23E5ReS0XvLQC8FizD/9mNK9dMqHdjnvF9DSumpHuk9i+Pa+MrNxSs8Jx8sB43rh0IlaL4JEFWwGYNSSRp88fS4ieRzFnRAq99R/loGT/LtoQu5VrZ2XwwdXHkRoXxgdXT2ZwcgTvrdpnVnG8u2qf3207i6LyGrYeKmVoSiS5JVWc/dxySqs0tfCCshqGtEOT1O5GSnQIn6w7SFZuKS63bFPfsVCH1bwZGxVsK3ZruX4HvSrXRvSK5srpAyksr6GgrJr9RRWmd6Wmzs3h8mocNgvDekUxMDGCCQPiGhgExky1OS6bmsbWnFI+WXew+ZV7GEYC8GK9+u/at9fywzbt9Yje0WzNKWWjl0p/cUUtMaF2btWlDF74YZf5WbmfFiVSSspr6hok0Cu6Noa53DdW82DdetJQPvvD1AatxB46S/P03PLBBkbeu4B9hRV8uzWX0qpa9uqG+8Agq+AbmljH9GmbMrrDZuG8Cf0YrD/P0hPCGZsaw3ur95GWEM6Jw5Ob3D7Ebm32dz1SP8cHTh/BKxdncvb4vkxMi2/TebcX3d7Iigt3kJVbyva8MpIinZx0TEqHHDcjKZLbTx7GmeP6YLd6ZhM3nTgY0JJREyOcRIfZGdsvhrV7ixECnjhnTIMKoP/9cRqfXze1WeG3ISmR/HDLLDIHxDEhLY61e4uZ/7ynp1NXkXnYe7iCq95cg8stefTs0bx6ybFszyvjvVX72KQLLQ5JPro9WeDJy7nh3XVA21pihNltZrg6V29ZVFxRy7m6XhzApPQ4osPs5s3v9WV7mPqP77jjo40A5JVWISXcf9oIvvzjNIQQfm/kgRaSnKurRd/ywQa+3Hh0NY428lvu/3wzewrKfSo6r5yeTmKkkz++9zN1epi/qKKGmDA7MWEOc9JlcOmrqxrsv6rWjVseHSK+PYl/njuWP88ZbHZHCLFbOaZvQ6MmOSqEM/Voh8steeDzzVz62mquemMN2YcrCLFb2qz9WB8jr3h037bn9v39zFH8Xm/2PX1wIi9elMnNc4fwzhWTTAdDWxicHMn3f57JBZP6M3toMo+cPVp5stqLmjrNsBiUFME3N87o8NYMj88fQ9YDJ3P/6SOICbPz+5kDee2SY3njsgmmK/csPbdlVJ9ovw/SmDCHaZkHytSMhqHQTS1Qim4LUkrW7yv2a9Rt2F/MrMe+Z+XuQu49bQQj+0QzbVAiI/tE8eAXW/jdKysBGNdfJeleM1MLFWflahWGbWmJEeLw5GTlllR5tOT04oyHzjyGd6+cDGgVO0LAU3rLCUNCxPCAJXs95FvSR7E+QgjOHKc9KJpK4u1puNy+DWpXZxf5JBUPSYnkLj25eeWeQu77bBNbDpWa94Yos/JK826s3FPY4FoztJYiWtBMXNH5pCWE84fZgwIK89168lCeOX8cQ1Mizetn2c7DvPTjblLjwoKeb2xo3J02puX6WP4YoN87xvePJSHCybWzMvyGEtuy/86WZwiEbm9kDddvRM9fOL7T8hIsFsFFkwew7u452KwWZg5JInOAJ+Z8TmY/bp47hMfmjw7aMeeOSGbJLbNYetts3rxsIg6rhU/WdYyW1qtL93D6M0v9hoFW7i7E5ZZ8+ocpnD8x1Vxu5B4AXHzcADUDB349ti+XT01DSs3zMbgN3r0wuydcmHOkiv7xYaYnCTTZCIPESCd3nDwMo+7AMMgMpeV+XuFAI3fuhGHJXH/8IB47u2W/4b+ecQwpUSEtUjHv7hSUVVPrktx32gjCHVY27i828+UMZg1NwmYRPLogi1eX7uFIpRYuBDikh3fvO22EWXWbX+bbCqlcN7LCVbiwx5IcFcK8Ub14S6/WAy1C4rBZmDM8+BGbmUOS2Pm3U9p0H/JmdN9oXrvkWE45puXK8T2Jbn+FXnzcAM4Y07tLC9pZLIJrZ2UEdZ9CCPrpLuc+MaFkDog1E53bEyklLy7R8kWe/nY7P2zLZ0tOKW9eNoH4CCcHi6sId1gbxPUn6Ean1SI6tY9UV+OMsX3YVVDOTScONsezNYQ5rBw6Ukudy82K3YVMyUjgobNGkVNSRZjDyrh61UJXTE/nwsn9ueOjjaYUyevLs5mUHueTVJqeGMEn105hRO8obC3sYwZarti4/jFsPaR561xuyQUvraDW5ebtKyYFVcOuq2Ao+idHhTCidzTLdx2mqKKWKRnxpu5dVIidEX2iWbvX04M1Rp8kPnnOGD7bcJDx/WN5fP5oLn51FXsKKnwSgcv10LCarPR84iOcvHX5RHKOVDFtcAIRTlu7jXswe10KIZg5JHgSE92Vbn+Hs1qOLsXgxhjfP5Yth0obVf12uSWfrDvgV4G+JXz5Sw6HjlQx75he7Mwv56OfD7DlUAmvL88m+3A5ryzd7Ve5fIz+kL9iWvpRLd1Qn5F9onnl4mNbHC6uT6heXbhqTxGF5TXM03MTX7tkAs+cP86vWz3EbiUixEZ5TR21LjcHiiuZ4Cd5dHS/mFYZWAapceHsK6qgzuVm3b4ilu86zOrsInbklXWZPMJgYnidEiMdDEqOYFuuFo69cFJ/HwN2SL1ClzkjtDGbNTSJx+ePQQhhtkzaXeArhWFIAajE96ODKRkJnDW+L0mRIcqw7mao0eohjOkXg8st2XKoxG957Ldb8/jju+tYN6WYe04d0apjuN2SP72/HrtV8MAZIzlvQir7iir48pcc/rloO/9ctB3w3xw0zGFjw71zCFc3iHYhzGGloqaO5TsLsFoEUzISzM+aylsId9oor64jr7QaKWmQdB0M+sSEUOuS/HPRdr7xys065aklnDAsmZd+lxn0Y3YmhicrMSKEQV5GVWqcb37boCRPWOaTa6cw2o+YaN/YMCKcNm79cCNpCRFm3ownXKhyshSKrky392QpNPrHazfw/V7tOaSUvLtyL68v32OKTL6zcm+jat/NkV9WTWWti5vnDiEu3MHUQQmcNyGV0+s1Eu0V4/9BHRViD6o7WuEhJTqU3JJqnvp2ByN7R5kSAs0R4bRR65K8qrd/CmZiqkGiHuZ6+tsdbM0pJdOrhdLCLT0vId6QxEiIdPjkwqXWa1UyfoD2PTx05jF+DSzQPPVGNdb1eqsR0ASPwZMkr1AouibKrdBDMDqNextZO/PLuU0vzzeoqnUz6t4FbLx3bovDdkZC7sBE3zDHaWN645aSk0amsC23zNSAUXQc3obLldMHNrGmL0bbqZd0I6tXdPDHLinKE86fnB7PPacN5+5PNpmVj0cqa81eZj2B/NJqwh1Wwhw2H0Xu+qG9camxbH3gpGZL2k8emcIbP2X7GMA78suwW4UpBaBQKLomypPVQwh1WEmIcPDIgixOevIHLnx5BZsPaZIORohhvP4gLq9xcfBIJQVl1ezMLyO3pIpHFmxtoMy9JruIK19fzaMLsnC5JYd0JfH63g671cLZmf2IDLEzvn+s38bBivbFaLD9q1G9mmxHUZ/61Wnt4cny1vN558pJDE2J4t0rJvH8heMBePnH3a32rnZFduWX00uf9IQ6rKy68wS+umGa33UD0Qy661fDGJoSidsrf217bhlpCeHNauspFIrORXmyehBGUnudW7JkewHV+vvHzh7N5xsOMW1QAhU1LuY/v5xtuaVc9/bPPmrSo/rGMHeEpzT4P8v28PXmXL7enMuovtGmcnjvdvB2KNpGhNPGj7fOarIVhT+8jayb5w5pF49Soh/RRItFmKXiTy3aTmKkkwu9Wot0V0qralm+8zAXTfb8LYmRTr/fQaA4bVaG947ip51a9fC23FIWbsnllA4SXlYoFK2nTUaWEOIE4EwgD5BSyvvqfZ4GPAqsAsYAb0spP23LMRWNc9e84WQXlvOHWYMY98A3rNxdSFKkk35xYabwZZGey2H0svPm+6w8HyNrd0E5UzLi2VNQwZsr9iKlJMJpM0vNFV2LQNvdeONtZP1+ZuBhxpZg9ESrT1pCOO9fNZn5zy8nu6C8XY7dkZzxzFJS48KocbmZMiih+Q1aQGKEk4KyGqSUvK03/v7DrEFBPYZCoQg+rTayhBBhwHPACClltRDiQyHE8VLKRV6r3QL8KKV8QggxFngfUEZWOzHfS3zy7lOHs2hLHpPSfSsNY8MdDOsVxZZDJUwYEEd6YjjnT0zlnwu3s2pPkbmelJJd+WWcndmPkb2jeV7vpXb7yUO7hcquIjCcuk7V0JTIdh3X5y8c7zd/aEJaHImRTr/9+boTxRU1rNtXzM48TWohMciyMgkRTmpcbkqq6tiWW8rofjGmELNCoei6tMWTNRnIllIaUsRLgXmAt5GVCxj9XxKBNW04nqIFnDchlfMmpPr97H/XT6W6zo1FCFMMcmSfaL7NyuPrTTl8vTmXa2YOpLzGRXpiOOP7x5pG1vzMfn73qeiejOkXw8XHDeD3s9rHi2Xg7SGtT7guP9Gd2aV74kp1aYVgh10Nodpnv9/BttwyZg9t2FZLoVB0PdpiZCUBpV7vS/Rl3jwOfCyEeByYADzgb0dCiCuBKwFSU/0bBorgIYRokHB7TJ9opIQr39Ds4A/W7CfEbmH6oEQGJIQzMS0Ot5TEhre+ibGi6xFit3Lvaa3TTQsWoQ6bKa7ZXdmd7xvuDPZ1cuLwZKYNSuD5xdpkZ2iK8mIpFN2BthhZeYB3k6MofZk3rwEvSSnfEUIkAtuFEOlSykLvlaSULwAvAGRmZvacMqNuxIT0OKYPTiQyxMba7CIOHani3lNHmE0+375iUiefoaKnEu6wUlnbfT1ZWTmlvLdqn/neZhGmNEawsFoEZ2f2Y8n2AgDmjEhuZguFQtEVaIuRtRzoL4Rw6iHDKcCzQog4oE5KWQL0Aw7p6xcBbpRsRJckKsTO65dOAKDW5WZHXhnDenlmy0pEVNFehDltlFTWtni76joX76/ez+frD/Lm5RNbJGeQX1rdpoo/b+Y++YPP+6hQe7vkt80Znsy5x/Yj3GlrVZGDQqHoeFptZEkpK4QQ1wBPCSHygQ1SykVCiIeBQuAh4EbgBiHEcUAacIeUsiAYJ65oP+xWi4+BpVC0J2F2KzlHKptfsR4Pf5XFy7qI6u6CclMSojk27C/m9GeW8tZlEzkuI/AqwOzD5SRFhhDajJeqvfoxhtitPHTWqHbZt0KhaB/aJOEgpfwG+Kbeslu8Xv8I/NiWYygUip5NmNNKRSuqCzceOGK+zsopNY0st1uydGcBUzMS/HqUftiWj5Ras/NAjayqWhczHvmeeaN68cz545pct6ii5V45hULRM1GhO4VC0amEO2ytMrKyD5dz6ujeWC2CT9cfZGe+Jp/w3up9XPjySi77z2qO+AlDrtDb+XyXlRew1ykrR6vxMQRBvTFaWj1wxkhG9I7ikikDWvy3KBSKnolSfFcoFJ1KmMNKeXXLEt8raurILalmSHIEReXxfLM5lxW7DrP0ttnklmidCb7dmsdZ/17GwptmmNvVutysyS4iNszO/qJKduSVUVnrwmaxNKk7temg1qLKX/PzUIeVE4Ylc8HE1B6hWq9QKIKH8mQpFIpOJcxho7rO3aL+hUYj9NT4cJ4+byzzRvWipKqOBZtyiQzxaFTtyCujpMrjzfrlwBEqalxcOysDgOcW7+K0fy3llKeW+D3OvsIK5j+/nP+uO2Cea30qa1xEhdqUSK9CoWiAMrIUCkWnEu7UEslbIkhaqLeHig93EBvu4J/njMFhtbAjr4w6l9tn3TXZWieDqloXH67dD8DpY/oQFWIz3zfGK0t3s3J3ISv1EGNxRU2DdapqXYQG0OhZoVAcfSgjS6FQdCpRuuepuAUJ40aulaGsbrNaGJAQxo68MkqrPMaa3Sr4eK3mhbr9o428+dNewh1WEiOdnDmur88+q2ob5oVZvLxTUzLiTePOm8paF2FB1sVSKBQ9A2VkKRSKTiUlWstzOnSkKuBtSuoZWQAZSRHszC+jTM/vOnV0by6fls6n6w+y93AFH/+sGVuTB8YDcPspQ1l222yePGcMAPuLKhocZ2+hZ9nYfrEUlNXw0pJd1OreMikllcqTpVAoGkEZWQqFolPpZRpZHq2sXw4cYZdeLegPw5MV5WVk9Y8PZ39RBSWVtfSJCeXp88Yye6jW6euLjZom8tUzBvLY2ZpR5bRZ6R0TanY1MMKKBvml1azaU8jEtDjW/uVE4vRWOQ9+sYVvt2rNLarr3EgJIcqTpVAo/KCMLIVC0an00iUQcrw8Wb96+kdmP7a40W1KKmsRAiKdnkT03jGh1LokuwrKidCXZyRGAPCPr7YCcMbY3kSH+TZvHtUnmmP6RPPwV1ns8/JcvbRkF0cqa/nTnCHEhTuYNdTTmtWtJ+kbIUblyVIoFP5QRpZCoehUIpw2Ip22FoULj1TWEhVix+LV7qmPLq+wLbeUiBDNyKrfqDlN91p5Y7EInjx3DIfLa/ho7QHeWbmXd1fuZeGWXKYMTGBCWpy57bnH9jOPD1o+FigjS6FQ+EfpZCkUik4nJTrEDBfW1HmqA/cVVtAnJpT3Vu9j0ZY8vsvK43eTB1BcWUtUqO/tq7fuEauocREZ4vnsH2cdw60fbgS0EKE/BiZGkBTpZGd+GU8s3GYuP29Cqs96d/1qOO+u2ucxsnQR1eZa7SgUiqMTZWQpFIpOp1dMKPuLKql1uTlcXm0un/bwd/z7t+O4/aON5rJXlmr9Ckf28RUPNYwswEcr65xjU5k7IoXqOl9ph/r0iQ3l0/UHfZZNTIv3eR/usGK1CNPIMpTqQ5QnS6FQ+EEZWQqFotPpFRXCD9vyGXTnl8zP9JVWWLApx3zttFkQAqpq3aQlRPisFxVix2oRuNySMf1ifD6LCfMNG/ojObKhmvuwXr5Np4UQRIfaTSNL5WQpFIqmUEaWQqHodLzb1by/2lcg9L/rPN6lX4/twxXT0/l03UEunZrWYD/HDYxnyfYCpg0KrPGzNxW6wfTy7zLJKaliSHIkNmvDtNXoUDvFupFl6GbFBmDEKRSKow9lZCkUik4n0HCb3WphYGIEN5442O/nT507lh+25zM4OdLv501x+8lDGd4rillDknwS6usTFWpn6Y4CXG5JXqkW2kyKcrb4eAqFouejqgsVCkWn0z8uDIDJ6Z4cqP9cOsFMYE/VP5c03d8wNtzB6WP6tOochvWK4raThzZpYIEWsiyuqOX15XvYcqgEIbT2PgqFQlEfZWQpFIpO56SRKXxx/VTeunwiAHOGJzNjcCJXTU8H4P7TRwAwOb3lYcBgc++p2rnc99lm3lqxFynxG1ZUKBQKIWXTM8OOJjMzU65evbqzT0OhUHQSheU1RDhtOGwWpJTUuNw4bVbySqtI8pOc3hk8tWg7j3/jkXrY89C8TjwbhULRmQgh1kgpM/19pqZfCoWiSxEX7sBh025NQghT26qrGFgAJ49M6exTUCgU3QCV+K5QKBQtZFByJL+fOZCKGhdzRiR39ukoFIouijKyFAqFohXcctLQzj4FhULRxVHhQoVCoVAoFIp2QBlZCoVCoVAoFO2AMrIUCoVCoVAo2gFlZCkUCoVCoVC0A8rIUjL2FWUAAAnxSURBVCgUCoVCoWgHlJGlUCgUCoVC0Q4oI0uhUCgUCoWiHVBGlkKhUCgUCkU7oIwshUKhUCgUinZAGVkKhUKhUCgU7YAyshQKhUKhUCjaAWVkKRQKhUKhULQDyshSKBQKhUKhaAeElLKzz8EHIUQpkNXZ56EICglAQWefhCIoqLHsOaix7Dmosewa9JdSJvr7wNbRZxIAWVLKzM4+CUXbEUKsVmPZM1Bj2XNQY9lzUGPZ9VHhQoVCoVAoFIp2QBlZCoVCoVAoFO1AVzSyXujsE1AEDTWWPQc1lj0HNZY9BzWWXZwul/iuUCgUCoVC0RPoip4shUKhUCgUim5Ps9WFQoiBwIPAWqAvcFhKeb8QIg54CNgFDALukFLm6tuMBx4HVkkp/+y1ryjgBqAEGA8sl1I+6+eYFwBjARewU0r5vL58LvA7YAMwCbhFSrktkPPVP3sCqADKgNHADVLKnAC+px5BkMdyDVDqtftUKWW6n2OeAJwJ5AFSSnmfvtwB/AkoB4br53JnIOerf6bGMnhj2ex1pa/ndyy9Pr8LbRwSGjlnJ3A9cD+QKKUs05dfDFyH5/eUCtwvpXythV9LtyTIY3kCcC6wHRgK3CSlLPJzzMauy4CuKyFENHAH8DspZYrX8ploY7wcGAUsllK+1Ppvp3vRSWOZoh9ztJTyWK/ltwIpQA7a8/ZuKeVWP9sPAP4C7AAGAH+SUpbpY/kkUKyv+oWU8pFWfTFHM1LKJv8BxwKne73fjDZgzwHz9WWnAm94rXMx2o300Xr7egFI0187gKF+jtcXWIcnlLkKGKS/3gKM1V/fCLwY6Pnqrx/0Wn4r8HRzf39P+hfksTzH6/Us4C4/xwtDu3Cd+vsPgeP1138BpnutO0qNZaeNZSDXVaNjqb+fCTwGFDRxzjOAdEACEV7LJ6MZ6cb7T7w/7+n/gjWWgBXIB+L199cB/2zJWAZ6XQHzgAn1xxs4GZigv44FqgBLZ3/HPXUs9c9+o+9zdb3lD+B5jp4DfNbI9l95jdl1wAP665nAzM7+Trv7v2bDhVLKVVLKT7wWWdC8D/PQZisAS/X3xjavAW7v/QghBHAiMFsIcaN+Ae/3c8i5wBqpj7J+jJP117mAIfiVCKxpwfkipbyr3vIyP8fvsQRrLPXl73m9vQrtJlKfyUC2lLLaz77PB9KEEDcIIR5Am20Fer5qLIM4lgRwXdHEWAohktFm3E83c86LpZS7/CxfLqXcq+9rDLBN6l6uo4EgjmUcECKlPKy/3wUc7+eQjY5loNeVlPILNC9Y/eVfSilX6m8z0HQP/f3meiSdMJZIKT/AN6pgLP+L13PU71gKIexok+RV/s4NuFAI8WchxP1CiH7+jq9omhblZAkhfg0skJrLMQnPwJYAsUKIpsKPSWiuyO1SyieAQ8C/GlnP+wdToi8D+CNwtxDiMeA44JsWnK/38hhgDnDUuj7bOJbe+0kHjkgp/akONzWWA9DCFE8Ci4H3W3C+3svVWLZ9LAO5rvyOpRDCAvwNuL0Nf4I31+H/vnBU0JaxlFLmAweEECP0RROAKD+rNnVdGufRputKCHE38AzaBOyopIPGMpDzcKClA9zl5+MEoNLLGPP+LWxG82o9CrwHfKNf74oWELDiuxBiFprFe4O+KA+IRIvXRgFFUsq6JnZRov+/Qv//R+AuIUQ4mrsaNG9IHtoMyCAK2KH/UL4AJkkp9wshTgXeASYIIT4AIoCPpSd/q/75Gn9HNPAscKmUsjDQv78nEYSx9OZ6vDwY3mOBFpKI9Fo3Cs/stwTf38I0IYQV7WJWYxkgbR3LQK8rGh/LcUAt2sM0FggVQtyGdk2fh2a07ZRSXhvA35KMFsLKDvDP71EE6bo8BbhCCHEI7RozPISBXpd+ryshxDPAQGCZ1PMim0JqeUjPAOuEEOOllA28Xj2ZjhpL4x7ZxHk4gH8Dd0opd+rL7ka/LvXzCxVCCN3QMn8L3mMmpdykG979gKPy+mwtgXor5gHT0Ga8vYQQ/dFuzJOBfcAU/X2jSCkrhRDL0XIytgD90cIC5cBJXsfqC1znNeiT0R7iTjQXar6+6iEgRN/3b5o7XynlciFEAloi381SygNCiLOklB9yFBGMsfTaVxRaLs0vxjLvsRBChAH9hRBOPTQxBe3mDbAI7beQhfZb2CmldKHlFzR5vmosNYI0lgFdV42NpZRyNbBaX2cAcJmU8iF9s2YfxvX4Pf7Dzj2eIF6XUVLK2/V9Xgm8AYFfl41dV4EYyfr216DlG5UBhUAdmmfkqDGyOnIsmzmPULRxfVQ3koyxvL/eet+h5ZKt9D43fbL0gpSyUE/cd6ClFihaQLM6WXrlw2L0GykQjuYG/hT4B5pVOxC4TXqqJS5CS+ZzAK9LKV/Qlw8HbkKzoIejVRBt93PMC4BMtOrCbV4ejavQfqhZaJUv/5JS/hjI+UopXxNCrEUzLA2vR6mU8tSmv6KeQzDHUv/sBmCHlPLzJo55IprhlA/USk8VUx/gPrTfwjC0sVxZb1s1lo0Q5Ouy2etKX8/vWOqfZQBXA9cAfwee0CdQ3tsPAC5AS8h9AHjbCP8KrfLwIymldz7IUUGQx/LfaIZNNmAHHtYnL/WP2dh1GdB1pefOXYBnvF+WUh4SQlwGTEX7LaUBBwLxfPUUOmksZwAXoTkr/g08pjs1PgJGAgeNc5Fe1Yde2w8A7kbL+0pFq2IsE0Kci5aftRntef2unounaAFKjFShUCgUCoWiHVBJbAqFQqFQKBTtgDKyFAqFQqFQKNoBZWQpFAqFQqFQtAPKyFIoFAqFQqFoB5SRpVAoFAqFQtEOKCNLoVD0CIQQU4UQa4XW2LaxdWbq8gMKhULR7igjS6FQ9Ah0ba8Nzaw2E1BGlkKh6BACbqujUCgUXREhxFNoYo27gL76sgfQxB1r0Brt3iyEGIxmZBXrAowPoSldX4omuDgETSTSXx9OhUKhaDHKyFIoFN0WvYXJICnlyfr70/WPVkspP9GXfSqEGKG3Fvke2KN3DRDAu8AEvYXMxcCdwI0d/ocoFIoeiTKyFApFd2YE4N2aa5f+v0MI8TBae5g+QKKfbRPQ+jZeqNlbxKG18lIoFIqgoIwshULRndkMzPZ6nw7EoDXTjZJS1gghRnl97gKE3juzBq133/NSyiIhRDxaD0eFQqEICqp3oUKh6LboIb9/AU5gHzAH2IrmlapGa9R7AbAGrYH1cWjhwArgZqA/WnPefWjNcR+XUm7p0D9CoVD0WJSRpVAoFAqFQtEOKAkHhUKhUCgUinZAGVkKhUKhUCgU7YAyshQKhUKhUCjaAWVkKRQKhUKhULQDyshSKBQKhUKhaAeUkaVQKBQKhULRDigjS6FQKBQKhaIdUEaWQqFQKBQKRTvw/7OC9ZkBQ9IAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[['returns', 'strategy']].dropna().cumsum().apply(np.exp).plot(figsize=(10, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "思考：对比趋势策略收益要更好，国内大部分股票应该都是均值回归类型。具体哪些股票有待进一步研究，均值回归vs趋势型股票池子Stock_universe to be discovered.."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
